cf_ino EDA

Dataset statistics

Number of variables	26
Number of observations	152
Missing cells	410
Missing cells (%)	10.4%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	31.0 KiB
Average record size in memory	208.9 B

Variable types

Numeric	19
Categorical	3
DateTime	4

Alerts

`centr_2_turb_cf` is highly overall correlated with `turb_fin_cultivo_cf`	High correlation
`dur_cf` is highly overall correlated with `orden_encadenado_cf`	High correlation
`dur_ino` is highly overall correlated with `orden_encadenado_cf`	High correlation
`id_bio_y` is highly overall correlated with `lote` and 2 other fields	High correlation
`id_centr` is highly overall correlated with `lote`	High correlation
`lote` is highly overall correlated with `id_bio_y` and 3 other fields	High correlation
`lote_parental_cf` is highly overall correlated with `id_bio_y` and 4 other fields	High correlation
`orden_encadenado_cf` is highly overall correlated with `dur_cf` and 9 other fields	High correlation
`producto_1_cf` is highly overall correlated with `producto_2_cf`	High correlation
`producto_2_cf` is highly overall correlated with `producto_1_cf`	High correlation
`turb_diff_ino` is highly overall correlated with `orden_encadenado_cf` and 1 other fields	High correlation
`turb_fin_cultivo` is highly overall correlated with `orden_encadenado_cf` and 1 other fields	High correlation
`turb_fin_cultivo_cf` is highly overall correlated with `centr_2_turb_cf` and 1 other fields	High correlation
`turb_inicio_cultivo` is highly overall correlated with `orden_encadenado_cf`	High correlation
`turb_inicio_cultivo_cf` is highly overall correlated with `lote_parental_cf`	High correlation
`turbidez_diff_cf` is highly overall correlated with `turb_fin_cultivo_cf`	High correlation
`viab_fin_cultivo_ino` is highly overall correlated with `orden_encadenado_cf`	High correlation
`vol_cultivo_ino` is highly overall correlated with `orden_encadenado_cf`	High correlation
`vol_ino_util_cf` is highly overall correlated with `lote_parental_cf`	High correlation
`orden_encadenado_cf` is highly imbalanced (55.1%)	Imbalance
`lote_parental_cf` has 130 (85.5%) missing values	Missing
`vol_ino_util_cf` has 5 (3.3%) missing values	Missing
`centr_1_turb_cf` has 4 (2.6%) missing values	Missing
`centr_2_turb_cf` has 9 (5.9%) missing values	Missing
`id_bio_y` has 26 (17.1%) missing values	Missing
`f_h_inicio_ino` has 30 (19.7%) missing values	Missing
`f_h_fin_ino` has 30 (19.7%) missing values	Missing
`vol_cultivo_ino` has 30 (19.7%) missing values	Missing
`turb_inicio_cultivo` has 32 (21.1%) missing values	Missing
`turb_fin_cultivo` has 26 (17.1%) missing values	Missing
`viab_fin_cultivo_ino` has 26 (17.1%) missing values	Missing
`turb_diff_ino` has 32 (21.1%) missing values	Missing
`dur_ino` has 30 (19.7%) missing values	Missing
`lote` has unique values	Unique

Reproduction

Analysis started	2024-10-13 15:46:26.854547
Analysis finished	2024-10-13 15:46:54.244892
Duration	27.39 seconds
Software version	ydata-profiling v0.0.dev0
Download configuration	config.json

lote
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	152
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23323.151

Minimum	23019
Maximum	24053
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	23019
5-th percentile	23026.55
Q1	23060.75
median	23101.5
Q3	24003.25
95-th percentile	24044.45
Maximum	24053
Range	1034
Interquartile range (IQR)	942.5

Descriptive statistics

Standard deviation	416.71493
Coefficient of variation (CV)	0.017867008
Kurtosis	-0.75084625
Mean	23323.151
Median Absolute Deviation (MAD)	43
Skewness	1.1084266
Sum	3545119
Variance	173651.33
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
23019	1	0.7%
23131	1	0.7%
23123	1	0.7%
23124	1	0.7%
23125	1	0.7%
23126	1	0.7%
23127	1	0.7%
23129	1	0.7%
23130	1	0.7%
23132	1	0.7%
Other values (142)	142	93.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
23019	1	0.7%
23020	1	0.7%
23021	1	0.7%
23022	1	0.7%
23023	1	0.7%
23024	1	0.7%
23025	1	0.7%
23026	1	0.7%
23027	1	0.7%
23028	1	0.7%

Value	Count	Frequency (%)
24053	1	0.7%
24052	1	0.7%
24051	1	0.7%
24050	1	0.7%
24049	1	0.7%
24047	1	0.7%
24046	1	0.7%
24045	1	0.7%
24044	1	0.7%
24043	1	0.7%

orden_encadenado_cf
Categorical

HIGH CORRELATION IMBALANCE

Distinct	3
Distinct (%)	2.0%
Missing	0
Missing (%)	0.0%
Memory size	1.3 KiB

1	127
2	23
3	2

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	152
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	127	83.6%
2	23	15.1%
3	2	1.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	127	83.6%
2	23	15.1%
3	2	1.3%

Most occurring characters

Value	Count	Frequency (%)
1	127	83.6%
2	23	15.1%
3	2	1.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	152	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	127	83.6%
2	23	15.1%
3	2	1.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	152	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	127	83.6%
2	23	15.1%
3	2	1.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	152	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	127	83.6%
2	23	15.1%
3	2	1.3%

lote_parental_cf
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	22
Distinct (%)	100.0%
Missing	130
Missing (%)	85.5%
Infinite	0
Infinite (%)	0.0%
Mean	23571.818

Minimum	23085
Maximum	24051
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	23085
5-th percentile	23099.05
Q1	23112.25
median	23567.5
Q3	24034.75
95-th percentile	24049.7
Maximum	24051
Range	966
Interquartile range (IQR)	922.5

Descriptive statistics

Standard deviation	472.6577
Coefficient of variation (CV)	0.020051813
Kurtosis	-2.2071206
Mean	23571.818
Median Absolute Deviation (MAD)	459.5
Skewness	0.00017902579
Sum	518580
Variance	223405.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
24010	1	0.7%
24050	1	0.7%
24044	1	0.7%
24041	1	0.7%
24036	1	0.7%
24037	1	0.7%
24031	1	0.7%
24027	1	0.7%
24021	1	0.7%
24020	1	0.7%
Other values (12)	12	7.9%
(Missing)	130	85.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
23085	1	0.7%
23099	1	0.7%
23100	1	0.7%
23108	1	0.7%
23109	1	0.7%
23112	1	0.7%
23113	1	0.7%
23118	1	0.7%
23119	1	0.7%
23124	1	0.7%

Value	Count	Frequency (%)
24051	1	0.7%
24050	1	0.7%
24044	1	0.7%
24041	1	0.7%
24037	1	0.7%
24036	1	0.7%
24031	1	0.7%
24027	1	0.7%
24021	1	0.7%
24020	1	0.7%

id_bio_x
Real number (ℝ)

Distinct	7
Distinct (%)	4.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14120.803

Minimum	13169
Maximum	14617
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	13169
5-th percentile	13169
Q1	13170
median	14614
Q3	14616
95-th percentile	14617
Maximum	14617
Range	1448
Interquartile range (IQR)	1446

Descriptive statistics

Standard deviation	687.94411
Coefficient of variation (CV)	0.048718485
Kurtosis	-1.5687935
Mean	14120.803
Median Absolute Deviation (MAD)	2
Skewness	-0.67230589
Sum	2146362
Variance	473267.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
14616	34	22.4%
14615	30	19.7%
13170	29	19.1%
14614	27	17.8%
13169	22	14.5%
14617	9	5.9%
13189	1	0.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
13169	22	14.5%
13170	29	19.1%
13189	1	0.7%
14614	27	17.8%
14615	30	19.7%
14616	34	22.4%
14617	9	5.9%

Value	Count	Frequency (%)
14617	9	5.9%
14616	34	22.4%
14615	30	19.7%
14614	27	17.8%
13189	1	0.7%
13170	29	19.1%
13169	22	14.5%

f_h_inicio_cf
Date

Distinct	103
Distinct (%)	67.8%
Missing	0
Missing (%)	0.0%
Memory size	1.3 KiB

Minimum	2023-03-21 06:30:00+00:00
Maximum	2024-03-25 12:28:00+00:00

Histogram

Histogram with fixed size bins (bins=50)

f_h_fin_cf
Date

Distinct	137
Distinct (%)	90.1%
Missing	0
Missing (%)	0.0%
Memory size	1.3 KiB

Minimum	2023-03-23 05:30:00+00:00
Maximum	2024-03-27 07:51:00+00:00

Histogram

Histogram with fixed size bins (bins=50)

vol_ino_util_cf
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	29
Distinct (%)	19.7%
Missing	5
Missing (%)	3.3%
Infinite	0
Infinite (%)	0.0%
Mean	81.458503

Minimum	66.4
Maximum	88
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	66.4
5-th percentile	79.44
Q1	80
median	81.6
Q3	82.8
95-th percentile	84.16
Maximum	88
Range	21.6
Interquartile range (IQR)	2.8

Descriptive statistics

Standard deviation	2.248108
Coefficient of variation (CV)	0.027598199
Kurtosis	13.302453
Mean	81.458503
Median Absolute Deviation (MAD)	1.6
Skewness	-1.7398503
Sum	11974.4
Variance	5.0539895
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=29)

Value	Count	Frequency (%)
80	44	28.9%
82.4	12	7.9%
83.2	12	7.9%
81.6	11	7.2%
82	11	7.2%
80.8	7	4.6%
84	7	4.6%
83.6	6	3.9%
81.2	6	3.9%
80.4	5	3.3%
Other values (19)	26	17.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
66.4	1	0.7%
76	1	0.7%
77.2	1	0.7%
77.6	2	1.3%
78.4	1	0.7%
78.8	1	0.7%
79.2	1	0.7%
80	44	28.9%
80.4	5	3.3%
80.56	1	0.7%

Value	Count	Frequency (%)
88	1	0.7%
87.2	1	0.7%
86.4	1	0.7%
85.92	1	0.7%
85.6	1	0.7%
85.2	1	0.7%
84.16	3	2.0%
84	7	4.6%
83.6	6	3.9%
83.2	12	7.9%

turb_inicio_cultivo_cf
Real number (ℝ)

HIGH CORRELATION

Distinct	72
Distinct (%)	47.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	18.036316

Minimum	12.56
Maximum	44.4
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	12.56
5-th percentile	14.8
Q1	16.4
median	17.76
Q3	18.8
95-th percentile	21.796
Maximum	44.4
Range	31.84
Interquartile range (IQR)	2.4

Descriptive statistics

Standard deviation	3.3008587
Coefficient of variation (CV)	0.18301181
Kurtosis	28.581161
Mean	18.036316
Median Absolute Deviation (MAD)	1.16
Skewness	4.248607
Sum	2741.52
Variance	10.895668
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
17.84	6	3.9%
16.16	5	3.3%
16.64	5	3.3%
18.32	5	3.3%
17.76	5	3.3%
18	4	2.6%
18.72	4	2.6%
15.28	4	2.6%
17.6	4	2.6%
17.12	4	2.6%
Other values (62)	106	69.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
12.56	1	0.7%
13.36	1	0.7%
14.08	1	0.7%
14.4	1	0.7%
14.48	1	0.7%
14.56	2	1.3%
14.8	2	1.3%
14.88	2	1.3%
14.96	1	0.7%
15.04	1	0.7%

Value	Count	Frequency (%)
44.4	1	0.7%
30.32	2	1.3%
27.04	1	0.7%
26.24	1	0.7%
23.2	1	0.7%
22	1	0.7%
21.84	1	0.7%
21.76	1	0.7%
21.44	1	0.7%
20.8	2	1.3%

turb_fin_cultivo_cf
Real number (ℝ)

HIGH CORRELATION

Distinct	106
Distinct (%)	69.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	74.416316

Minimum	42.8
Maximum	91.2
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	42.8
5-th percentile	59.828
Q1	69.1
median	74.32
Q3	81.08
95-th percentile	87.2
Maximum	91.2
Range	48.4
Interquartile range (IQR)	11.98

Descriptive statistics

Standard deviation	8.9408989
Coefficient of variation (CV)	0.12014702
Kurtosis	1.2364086
Mean	74.416316
Median Absolute Deviation (MAD)	5.64
Skewness	-0.75227869
Sum	11311.28
Variance	79.939674
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
84	7	4.6%
83.2	6	3.9%
81.6	5	3.3%
80.8	4	2.6%
85.6	4	2.6%
74.4	3	2.0%
87.2	3	2.0%
69.04	3	2.0%
72.48	3	2.0%
73.52	2	1.3%
Other values (96)	112	73.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
42.8	1	0.7%
44.32	1	0.7%
49.36	1	0.7%
49.76	1	0.7%
54.16	1	0.7%
56.48	1	0.7%
56.96	1	0.7%
59.52	1	0.7%
60.08	1	0.7%
60.72	1	0.7%

Value	Count	Frequency (%)
91.2	2	1.3%
90.4	2	1.3%
89.6	1	0.7%
88	1	0.7%
87.2	3	2.0%
86.4	2	1.3%
85.6	4	2.6%
84.8	2	1.3%
84	7	4.6%
83.2	6	3.9%

viab_final_cultivo_cf
Real number (ℝ)

Distinct	101
Distinct (%)	66.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.7016579 × 10⁸

Minimum	70400000
Maximum	3.696 × 10⁸
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	70400000
5-th percentile	1.1448 × 10⁸
Q1	1.48 × 10⁸
median	1.652 × 10⁸
Q3	1.922 × 10⁸
95-th percentile	2.2828 × 10⁸
Maximum	3.696 × 10⁸
Range	2.992 × 10⁸
Interquartile range (IQR)	44200000

Descriptive statistics

Standard deviation	38308279
Coefficient of variation (CV)	0.22512327
Kurtosis	4.5153204
Mean	1.7016579 × 10⁸
Median Absolute Deviation (MAD)	20400000
Skewness	0.99890815
Sum	2.58652 × 10¹⁰
Variance	1.4675242 × 10¹⁵
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
195200000	5	3.3%
164000000	4	2.6%
145600000	4	2.6%
185600000	3	2.0%
157600000	3	2.0%
158400000	3	2.0%
163200000	3	2.0%
153600000	3	2.0%
156800000	3	2.0%
184000000	3	2.0%
Other values (91)	118	77.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
70400000	1	0.7%
91200000	1	0.7%
95200000	1	0.7%
97600000	1	0.7%
100000000	1	0.7%
101600000	1	0.7%
104000000	1	0.7%
113600000	1	0.7%
115200000	1	0.7%
117600000	1	0.7%

Value	Count	Frequency (%)
369600000	1	0.7%
280000000	1	0.7%
262400000	1	0.7%
260000000	1	0.7%
248000000	1	0.7%
240000000	1	0.7%
232000000	1	0.7%
229600000	1	0.7%
227200000	1	0.7%
224000000	1	0.7%

id_centr
Categorical

HIGH CORRELATION

Distinct	4
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Memory size	1.3 KiB

14246	60
17825	54
12912	36
6379	2

Length

Max length	5
Median length	5
Mean length	4.9868421
Min length	4

Characters and Unicode

Total characters	758
Distinct characters	9
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	17825
2nd row	14246
3rd row	17825
4th row	12912
5th row	17825

Common Values

Value	Count	Frequency (%)
14246	60	39.5%
17825	54	35.5%
12912	36	23.7%
6379	2	1.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
14246	60	39.5%
17825	54	35.5%
12912	36	23.7%
6379	2	1.3%

Most occurring characters

Value	Count	Frequency (%)
1	186	24.5%
2	186	24.5%
4	120	15.8%
6	62	8.2%
7	56	7.4%
8	54	7.1%
5	54	7.1%
9	38	5.0%
3	2	0.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	758	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	186	24.5%
2	186	24.5%
4	120	15.8%
6	62	8.2%
7	56	7.4%
8	54	7.1%
5	54	7.1%
9	38	5.0%
3	2	0.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	758	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	186	24.5%
2	186	24.5%
4	120	15.8%
6	62	8.2%
7	56	7.4%
8	54	7.1%
5	54	7.1%
9	38	5.0%
3	2	0.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	758	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	186	24.5%
2	186	24.5%
4	120	15.8%
6	62	8.2%
7	56	7.4%
8	54	7.1%
5	54	7.1%
9	38	5.0%
3	2	0.3%

centr_1_turb_cf
Real number (ℝ)

MISSING

Distinct	92
Distinct (%)	62.2%
Missing	4
Missing (%)	2.6%
Infinite	0
Infinite (%)	0.0%
Mean	30.067703

Minimum	21.28
Maximum	168.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	21.28
5-th percentile	23.096
Q1	26.44
median	28.56
Q3	30.5
95-th percentile	33.44
Maximum	168.8
Range	147.52
Interquartile range (IQR)	4.06

Descriptive statistics

Standard deviation	15.167552
Coefficient of variation (CV)	0.50444664
Kurtosis	67.864839
Mean	30.067703
Median Absolute Deviation (MAD)	2.04
Skewness	8.063087
Sum	4450.02
Variance	230.05462
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
27.84	7	4.6%
28.72	5	3.3%
29.44	4	2.6%
28.56	4	2.6%
30.4	4	2.6%
26.56	4	2.6%
27.44	3	2.0%
30.16	3	2.0%
31.76	3	2.0%
29.52	3	2.0%
Other values (82)	108	71.1%
(Missing)	4	2.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
21.28	1	0.7%
21.52	1	0.7%
21.76	1	0.7%
21.84	1	0.7%
22.08	1	0.7%
22.4	1	0.7%
22.64	1	0.7%
23.04	1	0.7%
23.2	1	0.7%
23.28	1	0.7%

Value	Count	Frequency (%)
168.8	1	0.7%
142.4	1	0.7%
40.9	1	0.7%
36.64	1	0.7%
34.48	1	0.7%
34	1	0.7%
33.6	1	0.7%
33.44	3	2.0%
33.2	1	0.7%
32.72	1	0.7%

centr_2_turb_cf
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	112
Distinct (%)	78.3%
Missing	9
Missing (%)	5.9%
Infinite	0
Infinite (%)	0.0%
Mean	23.56979

Minimum	9.84
Maximum	156.96
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	9.84
5-th percentile	12.2
Q1	17.72
median	20.72
Q3	25
95-th percentile	37.704
Maximum	156.96
Range	147.12
Interquartile range (IQR)	7.28

Descriptive statistics

Standard deviation	17.21646
Coefficient of variation (CV)	0.73044604
Kurtosis	46.177047
Mean	23.56979
Median Absolute Deviation (MAD)	3.84
Skewness	6.3247727
Sum	3370.48
Variance	296.4065
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20	4	2.6%
21.36	4	2.6%
20.8	4	2.6%
17.76	3	2.0%
19.52	3	2.0%
20.88	2	1.3%
17.84	2	1.3%
22.24	2	1.3%
15.36	2	1.3%
20.72	2	1.3%
Other values (102)	115	75.7%
(Missing)	9	5.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
9.84	1	0.7%
10.08	1	0.7%
10.4	2	1.3%
11.44	1	0.7%
11.6	2	1.3%
12.16	1	0.7%
12.56	1	0.7%
12.88	1	0.7%
13.2	1	0.7%
13.36	1	0.7%

Value	Count	Frequency (%)
156.96	1	0.7%
151.76	1	0.7%
54.8	1	0.7%
49.04	1	0.7%
44.4	1	0.7%
44	1	0.7%
38.4	1	0.7%
37.84	1	0.7%
36.48	1	0.7%
34.48	1	0.7%

producto_1_cf
Real number (ℝ)

HIGH CORRELATION

Distinct	150
Distinct (%)	98.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1658.3157

Minimum	526.4
Maximum	2395.36
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	526.4
5-th percentile	1175.112
Q1	1466.76
median	1675.4
Q3	1853.798
95-th percentile	2140.896
Maximum	2395.36
Range	1868.96
Interquartile range (IQR)	387.038

Descriptive statistics

Standard deviation	307.71306
Coefficient of variation (CV)	0.18555758
Kurtosis	0.45810105
Mean	1658.3157
Median Absolute Deviation (MAD)	197.08
Skewness	-0.34206353
Sum	252063.99
Variance	94687.327
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1468.88	2	1.3%
1517.92	2	1.3%
1747.92	1	0.7%
1902.96	1	0.7%
1978.16	1	0.7%
2117.76	1	0.7%
1688.08	1	0.7%
2395.36	1	0.7%
2155.76	1	0.7%
1116.64	1	0.7%
Other values (140)	140	92.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
526.4	1	0.7%
969.888	1	0.7%
970.8	1	0.7%
988.096	1	0.7%
1096.584	1	0.7%
1101.04	1	0.7%
1116.64	1	0.7%
1151.44	1	0.7%
1194.48	1	0.7%
1198.16	1	0.7%

Value	Count	Frequency (%)
2395.36	1	0.7%
2338.56	1	0.7%
2263.2	1	0.7%
2162.48	1	0.7%
2161.12	1	0.7%
2155.76	1	0.7%
2151.536	1	0.7%
2150.576	1	0.7%
2132.976	1	0.7%
2129.92	1	0.7%

producto_2_cf
Real number (ℝ)

HIGH CORRELATION

Distinct	64
Distinct (%)	42.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.1209789

Minimum	2.8
Maximum	9.2
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	2.8
5-th percentile	3.936
Q1	5.1
median	6.08
Q3	7.12
95-th percentile	8.312
Maximum	9.2
Range	6.4
Interquartile range (IQR)	2.02

Descriptive statistics

Standard deviation	1.4079732
Coefficient of variation (CV)	0.23002418
Kurtosis	-0.57667228
Mean	6.1209789
Median Absolute Deviation (MAD)	1.04
Skewness	-0.0097291881
Sum	930.3888
Variance	1.9823884
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6.16	6	3.9%
6.88	5	3.3%
6.56	5	3.3%
5.44	5	3.3%
5.52	5	3.3%
4.48	5	3.3%
5.76	4	2.6%
6.72	4	2.6%
5.28	4	2.6%
4.88	4	2.6%
Other values (54)	105	69.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.8	1	0.7%
2.96	1	0.7%
3.04	1	0.7%
3.44	2	1.3%
3.6	1	0.7%
3.68	1	0.7%
3.76	1	0.7%
4.08	2	1.3%
4.16	2	1.3%
4.24	3	2.0%

Value	Count	Frequency (%)
9.2	1	0.7%
9.12	1	0.7%
8.96	1	0.7%
8.72	2	1.3%
8.64	1	0.7%
8.48	1	0.7%
8.4	1	0.7%
8.24	1	0.7%
8.16	2	1.3%
8.08	4	2.6%

dur_cf
Real number (ℝ)

HIGH CORRELATION

Distinct	67
Distinct (%)	44.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	173236.18

Minimum	151200
Maximum	193500
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	151200
5-th percentile	159600
Q1	171045
median	174150
Q3	177300
95-th percentile	182700
Maximum	193500
Range	42300
Interquartile range (IQR)	6255

Descriptive statistics

Standard deviation	7021.1053
Coefficient of variation (CV)	0.040529092
Kurtosis	0.60961578
Mean	173236.18
Median Absolute Deviation (MAD)	3150
Skewness	-0.53540339
Sum	26331900
Variance	49295919
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
172800	15	9.9%
176400	11	7.2%
178200	9	5.9%
174600	7	4.6%
169200	6	3.9%
171900	5	3.3%
180900	4	2.6%
171300	4	2.6%
175200	4	2.6%
162000	4	2.6%
Other values (57)	83	54.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
151200	1	0.7%
156180	1	0.7%
157200	1	0.7%
157500	1	0.7%
158400	2	1.3%
159300	1	0.7%
159600	3	2.0%
161100	2	1.3%
162000	4	2.6%
162300	1	0.7%

Value	Count	Frequency (%)
193500	1	0.7%
189000	1	0.7%
187200	1	0.7%
185700	1	0.7%
185400	1	0.7%
183300	1	0.7%
182700	3	2.0%
181980	1	0.7%
181800	3	2.0%
181500	1	0.7%

turbidez_diff_cf
Real number (ℝ)

HIGH CORRELATION

Distinct	138
Distinct (%)	90.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	56.38

Minimum	24.72
Maximum	73.92
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	24.72
5-th percentile	41.688
Q1	51.04
median	56.32
Q3	63.6
95-th percentile	69.592
Maximum	73.92
Range	49.2
Interquartile range (IQR)	12.56

Descriptive statistics

Standard deviation	9.1640079
Coefficient of variation (CV)	0.16254005
Kurtosis	0.77084379
Mean	56.38
Median Absolute Deviation (MAD)	6.6
Skewness	-0.62096502
Sum	8569.76
Variance	83.979041
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
64.48	3	2.0%
49.52	3	2.0%
65.2	2	1.3%
49.36	2	1.3%
48.08	2	1.3%
52.8	2	1.3%
68.16	2	1.3%
44.72	2	1.3%
54.16	2	1.3%
62.96	2	1.3%
Other values (128)	130	85.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
24.72	1	0.7%
29.84	1	0.7%
30.96	1	0.7%
31.12	1	0.7%
34.96	1	0.7%
37.2	1	0.7%
40.8	1	0.7%
41.6	1	0.7%
41.76	1	0.7%
42.4	1	0.7%

Value	Count	Frequency (%)
73.92	1	0.7%
73.28	1	0.7%
72.48	1	0.7%
72.4	2	1.3%
70.64	1	0.7%
70.24	1	0.7%
69.68	1	0.7%
69.52	1	0.7%
69.44	1	0.7%
69.12	1	0.7%

id_bio_y
Categorical

HIGH CORRELATION MISSING

Distinct	3
Distinct (%)	2.4%
Missing	26
Missing (%)	17.1%
Memory size	1.3 KiB

14618	47
13171	42
13172	37

Length

Max length	5
Median length	5
Mean length	5
Min length	5

Characters and Unicode

Total characters	630
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	13171
2nd row	13171
3rd row	14618
4th row	14618
5th row	14618

Common Values

Value	Count	Frequency (%)
14618	47	30.9%
13171	42	27.6%
13172	37	24.3%
(Missing)	26	17.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
14618	47	37.3%
13171	42	33.3%
13172	37	29.4%

Most occurring characters

Value	Count	Frequency (%)
1	294	46.7%
3	79	12.5%
7	79	12.5%
4	47	7.5%
6	47	7.5%
8	47	7.5%
2	37	5.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	630	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	294	46.7%
3	79	12.5%
7	79	12.5%
4	47	7.5%
6	47	7.5%
8	47	7.5%
2	37	5.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	630	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	294	46.7%
3	79	12.5%
7	79	12.5%
4	47	7.5%
6	47	7.5%
8	47	7.5%
2	37	5.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	630	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	294	46.7%
3	79	12.5%
7	79	12.5%
4	47	7.5%
6	47	7.5%
8	47	7.5%
2	37	5.9%

f_h_inicio_ino
Date

MISSING

Distinct	70
Distinct (%)	57.4%
Missing	30
Missing (%)	19.7%
Memory size	1.3 KiB

Minimum	2023-03-27 05:22:00+00:00
Maximum	2024-03-22 06:24:00+00:00

Histogram

Histogram with fixed size bins (bins=50)

f_h_fin_ino
Date

MISSING

Distinct	72
Distinct (%)	59.0%
Missing	30
Missing (%)	19.7%
Memory size	1.3 KiB

Minimum	2023-03-28 05:29:00+00:00
Maximum	2024-03-23 07:28:00+00:00

Histogram

Histogram with fixed size bins (bins=50)

vol_cultivo_ino
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	33
Distinct (%)	27.0%
Missing	30
Missing (%)	19.7%
Infinite	0
Infinite (%)	0.0%
Mean	149.68131

Minimum	79.2
Maximum	176
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	79.2
5-th percentile	80.02
Q1	160
median	160.08
Q3	166.4
95-th percentile	168.4
Maximum	176
Range	96.8
Interquartile range (IQR)	6.4

Descriptive statistics

Standard deviation	31.20426
Coefficient of variation (CV)	0.20847132
Kurtosis	1.0313651
Mean	149.68131
Median Absolute Deviation (MAD)	5.52
Skewness	-1.7064801
Sum	18261.12
Variance	973.70584
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
160	36	23.7%
165.6	11	7.2%
168	7	4.6%
166.4	7	4.6%
80	6	3.9%
167.2	6	3.9%
84	4	2.6%
163.2	4	2.6%
164	3	2.0%
168.4	2	1.3%
Other values (23)	36	23.7%
(Missing)	30	19.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
79.2	1	0.7%
80	6	3.9%
80.4	1	0.7%
80.8	1	0.7%
81.6	1	0.7%
82.4	1	0.7%
82.64	1	0.7%
82.8	1	0.7%
83.2	2	1.3%
84	4	2.6%

Value	Count	Frequency (%)
176	2	1.3%
168.8	2	1.3%
168.72	2	1.3%
168.4	2	1.3%
168.32	2	1.3%
168	7	4.6%
167.76	2	1.3%
167.2	6	3.9%
167.12	2	1.3%
166.4	7	4.6%

turb_inicio_cultivo
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	48
Distinct (%)	40.0%
Missing	32
Missing (%)	21.1%
Infinite	0
Infinite (%)	0.0%
Mean	15.337333

Minimum	11.2
Maximum	21.52
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	11.2
5-th percentile	12.72
Q1	14.24
median	15.08
Q3	16.3
95-th percentile	18.248
Maximum	21.52
Range	10.32
Interquartile range (IQR)	2.06

Descriptive statistics

Standard deviation	1.753178
Coefficient of variation (CV)	0.11430788
Kurtosis	1.5062348
Mean	15.337333
Median Absolute Deviation (MAD)	1
Skewness	0.72865638
Sum	1840.48
Variance	3.0736332
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=48)

Value	Count	Frequency (%)
14.16	5	3.3%
15.44	5	3.3%
16.8	4	2.6%
13.2	4	2.6%
16.64	4	2.6%
18.24	4	2.6%
14.72	4	2.6%
15.92	4	2.6%
16.16	4	2.6%
16.96	4	2.6%
Other values (38)	78	51.3%
(Missing)	32	21.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
11.2	1	0.7%
12.16	2	1.3%
12.32	2	1.3%
12.72	2	1.3%
12.88	2	1.3%
13.2	4	2.6%
13.28	2	1.3%
13.68	1	0.7%
13.84	2	1.3%
13.92	2	1.3%

Value	Count	Frequency (%)
21.52	2	1.3%
18.88	2	1.3%
18.4	2	1.3%
18.24	4	2.6%
18	1	0.7%
17.6	2	1.3%
17.28	1	0.7%
16.96	4	2.6%
16.88	2	1.3%
16.8	4	2.6%

turb_fin_cultivo
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	57
Distinct (%)	45.2%
Missing	26
Missing (%)	17.1%
Infinite	0
Infinite (%)	0.0%
Mean	26.119365

Minimum	17.68
Maximum	32.88
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	17.68
5-th percentile	21.1
Q1	24.24
median	26.12
Q3	28.06
95-th percentile	31.68
Maximum	32.88
Range	15.2
Interquartile range (IQR)	3.82

Descriptive statistics

Standard deviation	3.1340687
Coefficient of variation (CV)	0.11999023
Kurtosis	0.34239185
Mean	26.119365
Median Absolute Deviation (MAD)	1.88
Skewness	-0.12075199
Sum	3291.04
Variance	9.8223868
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
26.56	7	4.6%
27.6	6	3.9%
25.52	5	3.3%
23.36	4	2.6%
24.48	4	2.6%
27.04	4	2.6%
28.48	4	2.6%
24.24	4	2.6%
23.52	4	2.6%
26.24	3	2.0%
Other values (47)	81	53.3%
(Missing)	26	17.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
17.68	2	1.3%
18.08	1	0.7%
19.36	1	0.7%
19.68	1	0.7%
20.88	2	1.3%
21.76	1	0.7%
21.84	1	0.7%
21.92	2	1.3%
22.32	3	2.0%
22.8	1	0.7%

Value	Count	Frequency (%)
32.88	2	1.3%
32.8	2	1.3%
32.64	1	0.7%
32.32	1	0.7%
31.68	2	1.3%
30.8	1	0.7%
30.64	2	1.3%
30.48	1	0.7%
30	2	1.3%
29.84	2	1.3%

viab_fin_cultivo_ino
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	55
Distinct (%)	43.7%
Missing	26
Missing (%)	17.1%
Infinite	0
Infinite (%)	0.0%
Mean	99303867

Minimum	37040000
Maximum	2.52 × 10⁸
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	37040000
5-th percentile	77380000
Q1	85800000
median	95600000
Q3	1.062 × 10⁸
95-th percentile	1.344 × 10⁸
Maximum	2.52 × 10⁸
Range	2.1496 × 10⁸
Interquartile range (IQR)	20400000

Descriptive statistics

Standard deviation	24016427
Coefficient of variation (CV)	0.24184785
Kurtosis	12.907689
Mean	99303867
Median Absolute Deviation (MAD)	10000000
Skewness	2.2594131
Sum	1.2512287 × 10¹⁰
Variance	5.7678874 × 10¹⁴
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
86400000	7	4.6%
134400000	6	3.9%
91200000	6	3.9%
104000000	6	3.9%
104800000	5	3.3%
101600000	4	2.6%
112000000	4	2.6%
83200000	4	2.6%
82400000	4	2.6%
88000000	4	2.6%
Other values (45)	76	50.0%
(Missing)	26	17.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
37040000	2	1.3%
56800000	1	0.7%
66640000	1	0.7%
75767200	1	0.7%
76800000	2	1.3%
79120000	1	0.7%
79440000	2	1.3%
79760000	1	0.7%
79840000	2	1.3%
81600000	3	2.0%

Value	Count	Frequency (%)
252000000	1	0.7%
167200000	1	0.7%
154400000	1	0.7%
144800000	1	0.7%
143200000	1	0.7%
134400000	6	3.9%
131200000	2	1.3%
130400000	1	0.7%
127000000	1	0.7%
122400000	1	0.7%

turb_diff_ino
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	67
Distinct (%)	55.8%
Missing	32
Missing (%)	21.1%
Infinite	0
Infinite (%)	0.0%
Mean	10.626667

Minimum	1.84
Maximum	18.48
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	1.84
5-th percentile	5.504
Q1	9.34
median	10.56
Q3	12.4
95-th percentile	15.12
Maximum	18.48
Range	16.64
Interquartile range (IQR)	3.06

Descriptive statistics

Standard deviation	2.9827485
Coefficient of variation (CV)	0.28068524
Kurtosis	0.96279761
Mean	10.626667
Median Absolute Deviation (MAD)	1.6
Skewness	-0.12108399
Sum	1275.2
Variance	8.8967888
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9.6	4	2.6%
9.36	4	2.6%
8.32	4	2.6%
13.2	3	2.0%
6.8	3	2.0%
11.2	3	2.0%
5.52	2	1.3%
13.6	2	1.3%
9.84	2	1.3%
13.68	2	1.3%
Other values (57)	91	59.9%
(Missing)	32	21.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.84	2	1.3%
4.64	2	1.3%
5.2	1	0.7%
5.2	1	0.7%
5.52	2	1.3%
5.68	1	0.7%
6.64	1	0.7%
6.8	3	2.0%
6.88	1	0.7%
7.28	2	1.3%

Value	Count	Frequency (%)
18.48	2	1.3%
18.4	1	0.7%
16.96	1	0.7%
15.2	1	0.7%
15.12	2	1.3%
14.48	2	1.3%
14.48	2	1.3%
14	2	1.3%
13.92	1	0.7%
13.68	1	0.7%

dur_ino
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	37
Distinct (%)	30.3%
Missing	30
Missing (%)	19.7%
Infinite	0
Infinite (%)	0.0%
Mean	87690

Minimum	79500
Maximum	108600
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	79500
5-th percentile	82200
Q1	85200
median	86400
Q3	89400
95-th percentile	100455
Maximum	108600
Range	29100
Interquartile range (IQR)	4200

Descriptive statistics

Standard deviation	5046.591
Coefficient of variation (CV)	0.05755036
Kurtosis	5.4555043
Mean	87690
Median Absolute Deviation (MAD)	1500
Skewness	2.062718
Sum	10698180
Variance	25468081
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=37)

Value	Count	Frequency (%)
86400	25	16.4%
85200	7	4.6%
90000	5	3.3%
87000	5	3.3%
86700	5	3.3%
88200	5	3.3%
83700	4	2.6%
89400	4	2.6%
87300	4	2.6%
86100	4	2.6%
Other values (27)	54	35.5%
(Missing)	30	19.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
79500	2	1.3%
80100	2	1.3%
81900	2	1.3%
82200	2	1.3%
82500	3	2.0%
82860	2	1.3%
83400	1	0.7%
83700	4	2.6%
84420	2	1.3%
84600	3	2.0%

Value	Count	Frequency (%)
108600	1	0.7%
105600	1	0.7%
105300	2	1.3%
102600	1	0.7%
101700	1	0.7%
100800	1	0.7%
93900	2	1.3%
93600	2	1.3%
92400	2	1.3%
91800	3	2.0%

Auto

Heatmap
Table

	centr_1_turb_cf	centr_2_turb_cf	dur_cf	dur_ino	id_bio_x	id_bio_y	id_centr	lote	lote_parental_cf	orden_encadenado_cf	producto_1_cf	producto_2_cf	turb_diff_ino	turb_fin_cultivo	turb_fin_cultivo_cf	turb_inicio_cultivo	turb_inicio_cultivo_cf	turbidez_diff_cf	viab_fin_cultivo_ino	viab_final_cultivo_cf	vol_cultivo_ino	vol_ino_util_cf
centr_1_turb_cf	1.000	0.356	-0.199	0.036	-0.202	0.000	0.000	0.393	-0.089	0.000	0.037	-0.019	0.191	0.268	0.407	0.122	0.474	0.280	-0.036	-0.004	-0.097	-0.027
centr_2_turb_cf	0.356	1.000	-0.302	0.012	-0.176	0.099	0.017	0.228	-0.137	0.000	0.194	0.428	0.392	0.297	0.506	-0.135	0.089	0.467	-0.025	0.141	-0.062	-0.073
dur_cf	-0.199	-0.302	1.000	-0.255	0.187	0.184	0.000	-0.334	-0.429	0.587	-0.135	-0.267	-0.213	-0.324	-0.461	-0.166	-0.370	-0.328	-0.027	-0.201	-0.055	0.167
dur_ino	0.036	0.012	-0.255	1.000	-0.044	0.272	0.109	0.334	NaN	1.000	-0.277	-0.077	0.193	0.138	-0.147	-0.045	0.011	-0.181	-0.108	-0.320	0.151	-0.075
id_bio_x	-0.202	-0.176	0.187	-0.044	1.000	0.000	0.220	-0.178	-0.247	0.064	-0.087	-0.193	-0.004	-0.056	-0.193	-0.077	-0.062	-0.158	-0.090	-0.117	0.071	0.029
id_bio_y	0.000	0.099	0.184	0.272	0.000	1.000	0.000	1.000	1.000	1.000	0.101	0.000	0.232	0.193	0.000	0.265	0.084	0.094	0.042	0.059	0.183	0.000
id_centr	0.000	0.017	0.000	0.109	0.220	0.000	1.000	1.000	0.000	0.000	0.044	0.126	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.224	0.000	0.000
lote	0.393	0.228	-0.334	0.334	-0.178	1.000	1.000	1.000	0.998	1.000	-0.220	0.036	0.048	-0.124	0.194	-0.247	0.195	0.133	-0.079	-0.082	-0.081	-0.173
lote_parental_cf	-0.089	-0.137	-0.429	NaN	-0.247	1.000	0.000	0.998	1.000	0.748	-0.102	-0.153	NaN	NaN	0.436	NaN	-0.530	0.467	NaN	-0.379	NaN	0.521
orden_encadenado_cf	0.000	0.000	0.587	1.000	0.064	1.000	0.000	1.000	0.748	1.000	0.000	0.183	1.000	1.000	0.000	1.000	0.402	0.000	1.000	0.000	1.000	0.270
producto_1_cf	0.037	0.194	-0.135	-0.277	-0.087	0.101	0.044	-0.220	-0.102	0.000	1.000	0.513	0.227	0.316	0.432	0.114	0.063	0.433	0.118	0.128	-0.092	-0.105
producto_2_cf	-0.019	0.428	-0.267	-0.077	-0.193	0.000	0.126	0.036	-0.153	0.183	0.513	1.000	0.199	0.148	0.498	-0.129	0.066	0.496	0.011	0.079	-0.095	-0.227
turb_diff_ino	0.191	0.392	-0.213	0.193	-0.004	0.232	0.000	0.048	NaN	1.000	0.227	0.199	1.000	0.823	0.328	-0.101	-0.014	0.326	0.030	-0.106	-0.099	-0.124
turb_fin_cultivo	0.268	0.297	-0.324	0.138	-0.056	0.193	0.000	-0.124	NaN	1.000	0.316	0.148	0.823	1.000	0.412	0.419	0.169	0.358	0.077	-0.004	-0.125	-0.095
turb_fin_cultivo_cf	0.407	0.506	-0.461	-0.147	-0.193	0.000	0.000	0.194	0.436	0.000	0.432	0.498	0.328	0.412	1.000	0.065	0.219	0.944	0.108	0.286	-0.183	-0.294
turb_inicio_cultivo	0.122	-0.135	-0.166	-0.045	-0.077	0.265	0.000	-0.247	NaN	1.000	0.114	-0.129	-0.101	0.419	0.065	1.000	0.330	-0.024	0.052	0.041	-0.130	0.060
turb_inicio_cultivo_cf	0.474	0.089	-0.370	0.011	-0.062	0.084	0.000	0.195	-0.530	0.402	0.063	0.066	-0.014	0.169	0.219	0.330	1.000	-0.040	0.029	-0.056	0.078	-0.103
turbidez_diff_cf	0.280	0.467	-0.328	-0.181	-0.158	0.094	0.000	0.133	0.467	0.000	0.433	0.496	0.326	0.358	0.944	-0.024	-0.040	1.000	0.116	0.276	-0.202	-0.236
viab_fin_cultivo_ino	-0.036	-0.025	-0.027	-0.108	-0.090	0.042	0.000	-0.079	NaN	1.000	0.118	0.011	0.030	0.077	0.108	0.052	0.029	0.116	1.000	0.119	0.150	0.005
viab_final_cultivo_cf	-0.004	0.141	-0.201	-0.320	-0.117	0.059	0.224	-0.082	-0.379	0.000	0.128	0.079	-0.106	-0.004	0.286	0.041	-0.056	0.276	0.119	1.000	-0.219	-0.024
vol_cultivo_ino	-0.097	-0.062	-0.055	0.151	0.071	0.183	0.000	-0.081	NaN	1.000	-0.092	-0.095	-0.099	-0.125	-0.183	-0.130	0.078	-0.202	0.150	-0.219	1.000	0.323
vol_ino_util_cf	-0.027	-0.073	0.167	-0.075	0.029	0.000	0.000	-0.173	0.521	0.270	-0.105	-0.227	-0.124	-0.095	-0.294	0.060	-0.103	-0.236	0.005	-0.024	0.323	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	lote	orden_encadenado_cf	lote_parental_cf	id_bio_x	f_h_inicio_cf	f_h_fin_cf	vol_ino_util_cf	turb_inicio_cultivo_cf	turb_fin_cultivo_cf	viab_final_cultivo_cf	id_centr	centr_1_turb_cf	centr_2_turb_cf	producto_1_cf	producto_2_cf	dur_cf	turbidez_diff_cf	id_bio_y	f_h_inicio_ino	f_h_fin_ino	vol_cultivo_ino	turb_inicio_cultivo	turb_fin_cultivo	viab_fin_cultivo_ino	turb_diff_ino	dur_ino
0	23019	1	nan	14615	2023-03-21 06:30:00+00:00	2023-03-23 05:30:00+00:00	82.4	17.28	91.20	184000000.0	17825	NaN	NaN	1747.920	6.00	169200.0	73.92	13171	NaT	NaT	NaN	NaN	32.80	134400000.0	NaN	NaN
1	23020	1	nan	14616	2023-03-21 06:30:00+00:00	2023-03-23 05:30:00+00:00	80.4	18.80	91.20	181600000.0	14246	NaN	NaN	1676.160	6.56	169200.0	72.40	13171	NaT	NaT	NaN	NaN	32.80	134400000.0	NaN	NaN
2	23021	1	nan	13170	2023-03-22 06:30:00+00:00	2023-03-24 05:30:00+00:00	66.4	16.16	86.40	248000000.0	17825	NaN	NaN	1928.496	8.08	169200.0	70.24	14618	NaT	NaT	NaN	NaN	27.84	115200000.0	NaN	NaN
3	23022	1	nan	14614	2023-03-22 06:30:00+00:00	2023-03-24 05:30:00+00:00	85.6	18.48	83.20	229600000.0	12912	NaN	NaN	1782.800	5.92	169200.0	64.72	14618	NaT	NaT	NaN	NaN	27.84	115200000.0	NaN	NaN
4	23023	1	nan	14615	2023-03-28 05:27:00+00:00	2023-03-30 08:00:00+00:00	77.6	17.12	74.40	132800000.0	17825	26.56	20.88	1861.840	2.96	181980.0	57.28	14618	2023-03-27 05:22:00+00:00	2023-03-28 05:29:00+00:00	155.2	18.24	31.68	106400000.0	13.44	86820.0
5	23024	1	nan	14616	2023-03-28 05:24:00+00:00	2023-03-30 05:23:00+00:00	76.0	16.56	80.80	199200000.0	14246	24.56	10.40	2161.120	2.80	172740.0	64.24	14618	2023-03-27 05:22:00+00:00	2023-03-28 05:29:00+00:00	155.2	18.24	31.68	106400000.0	13.44	86820.0
6	23025	1	nan	13170	2023-03-29 05:09:00+00:00	2023-03-31 05:29:00+00:00	77.2	17.76	87.20	199200000.0	17825	30.64	29.36	2044.720	4.48	174000.0	69.44	13172	2023-03-28 05:42:00+00:00	2023-03-29 04:43:00+00:00	157.6	16.96	27.60	84800000.0	10.64	82860.0
7	23026	1	nan	14614	2023-03-29 05:29:00+00:00	2023-03-31 05:38:00+00:00	78.8	18.24	81.20	206400000.0	14246	26.48	11.60	2263.200	3.44	173340.0	62.96	13172	2023-03-28 05:42:00+00:00	2023-03-29 04:43:00+00:00	157.6	16.96	27.60	84800000.0	10.64	82860.0
8	23027	1	nan	14615	2023-04-04 08:32:00+00:00	2023-04-06 10:30:00+00:00	83.2	16.88	68.08	195200000.0	14246	26.24	9.84	1407.680	4.08	179880.0	51.20	13172	2023-04-03 11:30:00+00:00	2023-04-04 09:35:00+00:00	168.0	18.88	23.52	104800000.0	4.64	79500.0
9	23028	1	nan	14616	2023-04-04 08:34:00+00:00	2023-04-06 10:32:00+00:00	83.6	18.56	67.20	176000000.0	17825	27.28	12.16	1373.200	4.72	179880.0	48.64	13172	2023-04-03 11:30:00+00:00	2023-04-04 09:35:00+00:00	168.0	18.88	23.52	104800000.0	4.64	79500.0

	lote	orden_encadenado_cf	lote_parental_cf	id_bio_x	f_h_inicio_cf	f_h_fin_cf	vol_ino_util_cf	turb_inicio_cultivo_cf	turb_fin_cultivo_cf	viab_final_cultivo_cf	id_centr	centr_1_turb_cf	centr_2_turb_cf	producto_1_cf	producto_2_cf	dur_cf	turbidez_diff_cf	id_bio_y	f_h_inicio_ino	f_h_fin_ino	vol_cultivo_ino	turb_inicio_cultivo	turb_fin_cultivo	viab_fin_cultivo_ino	turb_diff_ino	dur_ino
142	24046	2	24041.0	13169	2024-03-11 12:10:00+00:00	2024-03-13 09:50:00+00:00	80.00	19.92	88.00	156800000.0	12912	32.72	28.32	1783.84	7.84	164400.0	68.08	NaN	NaT	NaT	NaN	NaN	NaN	NaN	NaN	NaN
143	24043	1	nan	14614	2024-03-12 06:25:00+00:00	2024-03-14 07:25:00+00:00	80.00	19.44	69.68	132800000.0	14246	30.32	16.16	1254.56	4.72	176400.0	50.24	13172	2024-03-11 06:15:00+00:00	2024-03-12 06:25:00+00:00	165.60	13.84	23.20	109600000.0	9.36	87000.0
144	24045	1	nan	14616	2024-03-12 06:25:00+00:00	2024-03-14 08:15:00+00:00	80.00	17.52	72.48	139200000.0	12912	27.84	17.76	1573.52	5.76	179400.0	54.96	13172	2024-03-11 06:15:00+00:00	2024-03-12 06:25:00+00:00	165.60	13.84	23.20	109600000.0	9.36	87000.0
145	24044	1	nan	13170	2024-03-16 08:20:00+00:00	2024-03-18 07:01:00+00:00	83.60	19.28	77.52	160800000.0	14246	30.72	20.68	1528.72	5.44	168060.0	58.24	13171	2024-03-15 06:20:00+00:00	2024-03-16 08:00:00+00:00	167.20	14.80	25.28	104800000.0	10.48	92400.0
146	24047	2	24044.0	13170	2024-03-18 12:00:00+00:00	2024-03-20 06:00:00+00:00	80.00	18.24	86.40	223200000.0	14246	28.16	26.76	1794.32	6.64	151200.0	68.16	NaN	NaT	NaT	NaN	NaN	NaN	NaN	NaN	NaN
147	24049	1	nan	14617	2024-03-16 08:22:00+00:00	2024-03-18 07:23:00+00:00	83.60	18.88	72.64	164800000.0	12912	30.56	17.00	1342.80	4.88	169260.0	53.76	13171	2024-03-15 06:20:00+00:00	2024-03-16 08:00:00+00:00	167.20	14.80	25.28	104800000.0	10.48	92400.0
148	24050	1	nan	14614	2024-03-23 07:57:00+00:00	2024-03-25 07:28:00+00:00	84.16	17.76	67.60	152000000.0	6379	29.44	26.64	1422.80	3.68	171060.0	49.84	14618	2024-03-22 06:24:00+00:00	2024-03-23 07:28:00+00:00	168.32	14.72	25.92	102400000.0	11.20	90240.0
149	24051	1	nan	13169	2024-03-23 07:57:00+00:00	2024-03-25 07:33:00+00:00	84.16	17.76	80.80	160800000.0	12912	33.44	19.32	1486.56	5.52	171360.0	63.04	14618	2024-03-22 06:24:00+00:00	2024-03-23 07:28:00+00:00	168.32	14.72	25.92	102400000.0	11.20	90240.0
150	24052	2	24050.0	14614	2024-03-25 12:28:00+00:00	2024-03-27 07:51:00+00:00	86.40	17.28	69.04	148000000.0	14246	23.68	18.20	1857.28	6.00	156180.0	51.76	NaN	NaT	NaT	NaN	NaN	NaN	NaN	NaN	NaN
151	24053	2	24051.0	13169	2024-03-25 11:27:00+00:00	2024-03-27 07:27:00+00:00	87.20	16.72	79.36	148000000.0	12912	26.56	19.16	1784.08	7.20	158400.0	62.64	NaN	NaT	NaT	NaN	NaN	NaN	NaN	NaN	NaN

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample